You can run a Uncensored 8B-cybersecurity locally on Q2_K (3.2 GB) laptop. for pentest help, code review, CTF, bug bounty notes and threat modeling.
- no refusal on authorized pentest questions
- Dolphin3-Cyber-8B: abliterated abliterated with extra security flavor.
- Keep ctx near 2k that’s what the LoRA saw.
- Train on : custom-cybersecurity-dataset”: OWASP Top 10, MITRE ATT&CK, CVEs, exploit DBs, pentest methods
- Good for: code review, CTF reasoning, hardening checklists.
- If your GPU is 8GB, you can run properly
An Open-source, privacy-first chat and VoIP platform built for communities.
Text, voice, video, screen sharing, moderation, and self-hosting.
No ads. Open code. Community-driven.
You can now run 70B LLMs on a 4GB GPU.
AirLLM just made massive models usable on low-memory hardware.
𝗪𝗵𝗮𝘁 𝗷𝘂𝘀𝘁 𝗵𝗮𝗽𝗽𝗲𝗻𝗲𝗱
AirLLM released memory-optimized inference for large language models.
It runs 70B models on 4GB VRAM.
It can even run 405B Llama 3.1 on 8GB VRAM.
𝗛𝗼𝘄 𝗶𝘁 𝘄𝗼𝗿𝗸𝘀
AirLLM loads models one layer at a time.
Instead of loading everything:
→ Load a layer
→ Run computation
→ Free memory
→ Load the next layer
This keeps GPU memory usage extremely low.
𝗞𝗲𝘆 𝗱𝗲𝘁𝗮𝗶𝗹𝘀
• No quantization required by default
• Optional 4-bit or 8-bit weight compression
• Same API as Hugging Face Transformers
• Supports CPU and GPU inference
• Works on Linux and macOS Apple Silicon
𝗪𝗵𝗮𝘁 𝘆𝗼𝘂 𝗰𝗮𝗻 𝗱𝗼
• Run Llama, Qwen, Mistral, Mixtral locally
• Test large models without cloud GPUs
• Prototype agents on cheap hardware
تحمل cursor
تربطه مع cloude code
تشغل terminal
- استمتع وانت تنجز امور كثيره تبرمج و تنجز فيها اعمالك بعيد جدا عن استغلال ال freelancer
اليوم اتقانك لهذي الامور كانك شاري البتكوين عام 2009
- استخدمتهم في تطوير ملفات التدريب للمشتركين وصلتها level رهيب جدا 👍
Vercel just dropped the React bible as a Skill you can use in Claude Code
Install it with a single command:
npx claude-code-templates@latest --skill=web-development/react-best-practices --yes
Link: https://t.co/xmQiSM7LFb
Done ✅
$CATS Holders Reward Party 🐾 🙀
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Phase 6 is still live and will return later!